{smcl}
{com}{sf}{ul off}{txt}{.-}
      name:  {res}<unnamed>
       {txt}log:  {res}C:\Users\williamslaro\OneDrive - University of Missouri\Documents\Research\Projects\Most Important Problem\Releases\Release 2.0\Articles\Reproduction\Multiple Responses\Multiple Responses - Analysis.smcl
  {txt}log type:  {res}smcl
 {txt}opened on:  {res}25 Feb 2024, 14:16:42

{com}. do "C:\Users\WILLIA~1\AppData\Local\Temp\STD2278_000000.tmp"
{txt}
{com}. ********************************************************************************
. *** Data Paper (MIPD Release 2.0): Consequences of multiple quasi-responses
. ***
. *** Created: 10/23/23
. ***
. ********************************************************************************
. 
. use "Multiple Responses/Multiple Responses.dta", clear
{txt}
{com}. 
. ********************************************************************************
. *** Analyze the multiple response dataset (Individual level)
. ********************************************************************************
. 
. * Number of quasi-responses across individuals
. sum num_quasi, det

                          {txt}num_quasi
{hline 61}
      Percentiles      Smallest
 1%    {res}        1              1
{txt} 5%    {res}        1              1
{txt}10%    {res}        1              1       {txt}Obs         {res}  1,005,528
{txt}25%    {res}        1              1       {txt}Sum of wgt. {res}  1,005,528

{txt}50%    {res}        2                      {txt}Mean          {res} 2.191537
                        {txt}Largest       Std. dev.     {res} 1.629631
{txt}75%    {res}        3             21
{txt}90%    {res}        4             21       {txt}Variance      {res} 2.655697
{txt}95%    {res}        5             22       {txt}Skewness      {res} 2.033554
{txt}99%    {res}        8             22       {txt}Kurtosis      {res} 9.024126
{txt}
{com}. tab num_quasi

  {txt}num_quasi {c |}      Freq.     Percent        Cum.
{hline 12}{c +}{hline 35}
          1 {c |}{res}    473,944       47.13       47.13
{txt}          2 {c |}{res}    230,275       22.90       70.03
{txt}          3 {c |}{res}    127,800       12.71       82.74
{txt}          4 {c |}{res}     84,336        8.39       91.13
{txt}          5 {c |}{res}     43,263        4.30       95.43
{txt}          6 {c |}{res}     20,045        1.99       97.43
{txt}          7 {c |}{res}     11,432        1.14       98.56
{txt}          8 {c |}{res}      7,129        0.71       99.27
{txt}          9 {c |}{res}      3,518        0.35       99.62
{txt}         10 {c |}{res}      1,134        0.11       99.74
{txt}         11 {c |}{res}      1,569        0.16       99.89
{txt}         12 {c |}{res}        374        0.04       99.93
{txt}         13 {c |}{res}        283        0.03       99.96
{txt}         14 {c |}{res}        276        0.03       99.99
{txt}         15 {c |}{res}         60        0.01       99.99
{txt}         16 {c |}{res}         38        0.00       99.99
{txt}         17 {c |}{res}         15        0.00      100.00
{txt}         18 {c |}{res}          5        0.00      100.00
{txt}         19 {c |}{res}         20        0.00      100.00
{txt}         20 {c |}{res}          6        0.00      100.00
{txt}         21 {c |}{res}          4        0.00      100.00
{txt}         22 {c |}{res}          2        0.00      100.00
{txt}{hline 12}{c +}{hline 35}
      Total {c |}{res}  1,005,528      100.00
{txt}
{com}. 
. * Of those with multiple quasi-responses, which have multiple specific quasi-response categories?
. sum num_diff if num_quasi != 1, det

                          {txt}num_diff
{hline 61}
      Percentiles      Smallest
 1%    {res}        1              1
{txt} 5%    {res}        1              1
{txt}10%    {res}        1              1       {txt}Obs         {res}    531,584
{txt}25%    {res}        1              1       {txt}Sum of wgt. {res}    531,584

{txt}50%    {res}        2                      {txt}Mean          {res} 2.026933
                        {txt}Largest       Std. dev.     {res} .9940116
{txt}75%    {res}        2             13
{txt}90%    {res}        3             13       {txt}Variance      {res} .9880591
{txt}95%    {res}        4             14       {txt}Skewness      {res} 1.587916
{txt}99%    {res}        6             14       {txt}Kurtosis      {res} 7.625971
{txt}
{com}. tab num_diff if num_quasi != 1

   {txt}num_diff {c |}      Freq.     Percent        Cum.
{hline 12}{c +}{hline 35}
          1 {c |}{res}    162,601       30.59       30.59
{txt}          2 {c |}{res}    251,974       47.40       77.99
{txt}          3 {c |}{res}     78,953       14.85       92.84
{txt}          4 {c |}{res}     24,201        4.55       97.39
{txt}          5 {c |}{res}      7,937        1.49       98.89
{txt}          6 {c |}{res}      4,536        0.85       99.74
{txt}          7 {c |}{res}        971        0.18       99.92
{txt}          8 {c |}{res}        260        0.05       99.97
{txt}          9 {c |}{res}         68        0.01       99.98
{txt}         10 {c |}{res}         58        0.01      100.00
{txt}         11 {c |}{res}          4        0.00      100.00
{txt}         12 {c |}{res}         16        0.00      100.00
{txt}         13 {c |}{res}          3        0.00      100.00
{txt}         14 {c |}{res}          2        0.00      100.00
{txt}{hline 12}{c +}{hline 35}
      Total {c |}{res}    531,584      100.00
{txt}
{com}. 
. ********************************************************************************
. *** Inferential model of multiple responses
. ********************************************************************************
. 
. use "Multiple Responses/Multiple Responses.dta", clear
{txt}
{com}. 
. drop quasi mipcode
{txt}
{com}. 
. * Generate numeric studyid variable
. preserve
{txt}
{com}.         cap drop __* 
{txt}
{com}.         duplicates drop studyid, force

{p 0 4}{txt}Duplicates in terms of {res} studyid{p_end}

{txt}(1,004,797 observations deleted)

{com}.         gen studyid_number = _n
{txt}
{com}.         
.         sort studyid
{txt}
{com}.         tempfile sid
{txt}
{com}.         save `sid', replace 
{txt}{p 0 4 2}
(file {bf}
C:\Users\WILLIA~1\AppData\Local\Temp\ST_2278_000002.tmp{rm}
not found)
{p_end}
{p 0 4 2}
file {bf}
C:\Users\WILLIA~1\AppData\Local\Temp\ST_2278_000002.tmp{rm}
saved
as .dta format
{p_end}

{com}. restore
{txt}
{com}. 
. merge studyid using `sid', keep(studyid_number)
{txt}{p}
(you are using old
{bf:merge} syntax; see
{bf:{help merge:[D] merge}} for new syntax)
{p_end}
{p 0 4 2}
variable{txt} studyid
does not uniquely identify observations in
the master data
{p_end}
(label {bf:{txt}party_id} already defined)
(label {bf:{txt}edulevel} already defined)
(label {bf:{txt}white} already defined)
(label {bf:{txt}male} already defined)
(label {bf:{txt}urban} already defined)
(label {bf:{txt}income_quartile} already defined)
(label {bf:{txt}interv} already defined)
(label {bf:{txt}survey} already defined)

{com}. drop _merge
{txt}
{com}. 
. * Generate some explanatory variables
. gen pid_strength = abs(party_id)
{txt}(94,872 missing values generated)

{com}. 
. * Generate some binary variables
. gen multiple = cond(num_quasi > 1, 1, 0)
{txt}
{com}. gen diff = cond(num_diff > 1, 1, 0)
{txt}
{com}. gen diff_c = cond(num_diff_c > 1, 1, 0)
{txt}
{com}. 
. *** Which demographic characteristics make a respondent more likely to select multiple quasi-responses?
. * Study fixed effects
. reg multiple age male urban white edulevel income_quartile pid_strength i.studyid_number

{txt}      Source {c |}       SS           df       MS      Number of obs   ={res}   531,836
{txt}{hline 13}{c +}{hline 34}   F(467, 531368)  = {res}   329.61
{txt}       Model {c |} {res} 29864.3241       467  63.9493022   {txt}Prob > F        ={res}    0.0000
{txt}    Residual {c |} {res} 103094.103   531,368  .194016393   {txt}R-squared       ={res}    0.2246
{txt}{hline 13}{c +}{hline 34}   Adj R-squared   ={res}    0.2239
{txt}       Total {c |} {res} 132958.427   531,835  .249999393   {txt}Root MSE        =   {res} .44047

{txt}{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 1}       multiple{col 17}{c |} Coefficient{col 29}  Std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 12}age {c |}{col 17}{res}{space 2} .0003818{col 29}{space 2} .0000376{col 40}{space 1}   10.15{col 49}{space 3}0.000{col 57}{space 4} .0003081{col 70}{space 3} .0004555
{txt}{space 11}male {c |}{col 17}{res}{space 2}-.0003989{col 29}{space 2} .0012241{col 40}{space 1}   -0.33{col 49}{space 3}0.745{col 57}{space 4}-.0027982{col 70}{space 3} .0020004
{txt}{space 10}urban {c |}{col 17}{res}{space 2}-.0041918{col 29}{space 2} .0014442{col 40}{space 1}   -2.90{col 49}{space 3}0.004{col 57}{space 4}-.0070224{col 70}{space 3}-.0013613
{txt}{space 10}white {c |}{col 17}{res}{space 2}-.0025653{col 29}{space 2} .0018089{col 40}{space 1}   -1.42{col 49}{space 3}0.156{col 57}{space 4}-.0061106{col 70}{space 3}   .00098
{txt}{space 7}edulevel {c |}{col 17}{res}{space 2}-.0040245{col 29}{space 2} .0007773{col 40}{space 1}   -5.18{col 49}{space 3}0.000{col 57}{space 4}-.0055481{col 70}{space 3} -.002501
{txt}income_quartile {c |}{col 17}{res}{space 2}-.0038719{col 29}{space 2} .0006275{col 40}{space 1}   -6.17{col 49}{space 3}0.000{col 57}{space 4}-.0051018{col 70}{space 3} -.002642
{txt}{space 3}pid_strength {c |}{col 17}{res}{space 2}-.0017929{col 29}{space 2} .0007294{col 40}{space 1}   -2.46{col 49}{space 3}0.014{col 57}{space 4}-.0032225{col 70}{space 3}-.0003633
{txt}{space 15} {c |}
{space 1}studyid_number {c |}
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{txt}{space 15} {c |}
{space 10}_cons {c |}{col 17}{res}{space 2} .4871071{col 29}{space 2} .0150594{col 40}{space 1}   32.35{col 49}{space 3}0.000{col 57}{space 4} .4575912{col 70}{space 3} .5166231
{txt}{hline 16}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. reg diff age male urban white edulevel income_quartile pid_strength i.studyid_number if multiple == 1

{txt}      Source {c |}       SS           df       MS      Number of obs   ={res}   265,366
{txt}{hline 13}{c +}{hline 34}   F(464, 264901)  = {res}   179.68
{txt}       Model {c |} {res} 12932.8787       464  27.8725834   {txt}Prob > F        ={res}    0.0000
{txt}    Residual {c |} {res} 41091.5828   264,901  .155120527   {txt}R-squared       ={res}    0.2394
{txt}{hline 13}{c +}{hline 34}   Adj R-squared   ={res}    0.2381
{txt}       Total {c |} {res} 54024.4615   265,365  .203585482   {txt}Root MSE        =   {res} .39385

{txt}{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 1}           diff{col 17}{c |} Coefficient{col 29}  Std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
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{txt}income_quartile {c |}{col 17}{res}{space 2}-.0020834{col 29}{space 2} .0007919{col 40}{space 1}   -2.63{col 49}{space 3}0.009{col 57}{space 4}-.0036355{col 70}{space 3}-.0005314
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{txt}{space 15} {c |}
{space 1}studyid_number {c |}
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{txt}{space 15} {c |}
{space 10}_cons {c |}{col 17}{res}{space 2} .5889049{col 29}{space 2} .0195452{col 40}{space 1}   30.13{col 49}{space 3}0.000{col 57}{space 4} .5505969{col 70}{space 3} .6272129
{txt}{hline 16}{c BT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{res}{txt}
{com}. reg diff_c age male urban white edulevel income_quartile pid_strength i.studyid_number if multiple == 1

{txt}      Source {c |}       SS           df       MS      Number of obs   ={res}   265,366
{txt}{hline 13}{c +}{hline 34}   F(464, 264901)  = {res}   105.00
{txt}       Model {c |} {res} 5842.60378       464  12.5918185   {txt}Prob > F        ={res}    0.0000
{txt}    Residual {c |} {res} 31767.7909   264,901  .119923258   {txt}R-squared       ={res}    0.1553
{txt}{hline 13}{c +}{hline 34}   Adj R-squared   ={res}    0.1539
{txt}       Total {c |} {res} 37610.3947   265,365  .141730804   {txt}Root MSE        =   {res}  .3463

{txt}{hline 16}{c TT}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{col 1}         diff_c{col 17}{c |} Coefficient{col 29}  Std. err.{col 41}      t{col 49}   P>|t|{col 57}     [95% con{col 70}f. interval]
{hline 16}{c +}{hline 11}{hline 11}{hline 9}{hline 8}{hline 13}{hline 12}
{space 12}age {c |}{col 17}{res}{space 2} .0002137{col 29}{space 2} .0000416{col 40}{space 1}    5.14{col 49}{space 3}0.000{col 57}{space 4} .0001323{col 70}{space 3} .0002952
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{txt}{space 10}urban {c |}{col 17}{res}{space 2}-.0051924{col 29}{space 2}  .001606{col 40}{space 1}   -3.23{col 49}{space 3}0.001{col 57}{space 4}-.0083401{col 70}{space 3}-.0020446
{txt}{space 10}white {c |}{col 17}{res}{space 2} .0098289{col 29}{space 2} .0020323{col 40}{space 1}    4.84{col 49}{space 3}0.000{col 57}{space 4} .0058456{col 70}{space 3} .0138121
{txt}{space 7}edulevel {c |}{col 17}{res}{space 2} .0037715{col 29}{space 2} .0008601{col 40}{space 1}    4.38{col 49}{space 3}0.000{col 57}{space 4} .0020857{col 70}{space 3} .0054573
{txt}income_quartile {c |}{col 17}{res}{space 2} .0025584{col 29}{space 2} .0006963{col 40}{space 1}    3.67{col 49}{space 3}0.000{col 57}{space 4} .0011937{col 70}{space 3}  .003923
{txt}{space 3}pid_strength {c |}{col 17}{res}{space 2}-.0009948{col 29}{space 2}  .000805{col 40}{space 1}   -1.24{col 49}{space 3}0.217{col 57}{space 4}-.0025726{col 70}{space 3} .0005829
{txt}{space 15} {c |}
{space 1}studyid_number {c |}
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{txt}{space 13}7  {c |}{col 17}{res}{space 2}  .373923{col 29}{space 2} .0200574{col 40}{space 1}   18.64{col 49}{space 3}0.000{col 57}{space 4} .3346111{col 70}{space 3} .4132349
{txt}{space 13}8  {c |}{col 17}{res}{space 2} .3746331{col 29}{space 2} .0190336{col 40}{space 1}   19.68{col 49}{space 3}0.000{col 57}{space 4} .3373277{col 70}{space 3} .4119384
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